Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.9 KiB |
| Average record size in memory | 81.3 B |
Variable types
| Numeric | 10 |
|---|
AIC.sr is highly correlated with AIC.gam and 7 other fields | High correlation |
AIC.gam is highly correlated with AIC.sr and 7 other fields | High correlation |
AIC.tree is highly correlated with AIC.sr and 7 other fields | High correlation |
BIC.sr is highly correlated with AIC.sr and 7 other fields | High correlation |
BIC.gam is highly correlated with AIC.sr and 7 other fields | High correlation |
BIC.tree is highly correlated with AIC.sr and 7 other fields | High correlation |
EIC.sr is highly correlated with AIC.sr and 7 other fields | High correlation |
EIC.gam is highly correlated with AIC.sr and 7 other fields | High correlation |
EIC.tree is highly correlated with AIC.sr and 7 other fields | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
AIC.sr has unique values | Unique |
AIC.gam has unique values | Unique |
AIC.tree has unique values | Unique |
BIC.sr has unique values | Unique |
BIC.gam has unique values | Unique |
BIC.tree has unique values | Unique |
EIC.sr has unique values | Unique |
EIC.gam has unique values | Unique |
EIC.tree has unique values | Unique |
Reproduction
| Analysis started | 2022-11-15 15:12:21.793506 |
|---|---|
| Analysis finished | 2022-11-15 15:12:36.244467 |
| Duration | 14.45 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.5 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.95 |
| Q1 | 25.75 |
| median | 50.5 |
| Q3 | 75.25 |
| 95-th percentile | 95.05 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 29.01149198 |
|---|---|
| Coefficient of variation (CV) | 0.5744849896 |
| Kurtosis | -1.2 |
| Mean | 50.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 5050 |
| Variance | 841.6666667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 64 | 1 | 1.0% |
| 74 | 1 | 1.0% |
| 73 | 1 | 1.0% |
| 72 | 1 | 1.0% |
| 71 | 1 | 1.0% |
| 70 | 1 | 1.0% |
| 69 | 1 | 1.0% |
| 68 | 1 | 1.0% |
| 67 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 92 | 1 | |
| 91 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278.1988902 |
| Minimum | 260.2504978 |
|---|---|
| Maximum | 295.8652095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 260.2504978 |
|---|---|
| 5-th percentile | 267.0359824 |
| Q1 | 273.625188 |
| median | 278.8999234 |
| Q3 | 282.8616814 |
| 95-th percentile | 288.803209 |
| Maximum | 295.8652095 |
| Range | 35.61471173 |
| Interquartile range (IQR) | 9.236493429 |
Descriptive statistics
| Standard deviation | 6.860821506 |
|---|---|
| Coefficient of variation (CV) | 0.02466157037 |
| Kurtosis | -0.1605139883 |
| Mean | 278.1988902 |
| Median Absolute Deviation (MAD) | 4.440907544 |
| Skewness | -0.1417075916 |
| Sum | 27819.88902 |
| Variance | 47.07087174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 275.5850701 | 1 | 1.0% |
| 276.8056744 | 1 | 1.0% |
| 272.2456332 | 1 | 1.0% |
| 282.8423835 | 1 | 1.0% |
| 280.6184502 | 1 | 1.0% |
| 285.4279874 | 1 | 1.0% |
| 284.2411498 | 1 | 1.0% |
| 270.6484903 | 1 | 1.0% |
| 267.098224 | 1 | 1.0% |
| 283.0385684 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 260.2504978 | 1 | |
| 262.9722536 | 1 | |
| 264.34325 | 1 | |
| 265.6518497 | 1 | |
| 265.853391 | 1 | |
| 267.098224 | 1 | |
| 267.9156957 | 1 | |
| 268.1018319 | 1 | |
| 268.5873033 | 1 | |
| 268.878642 | 1 |
| Value | Count | Frequency (%) |
| 295.8652095 | 1 | |
| 291.7449537 | 1 | |
| 291.275788 | 1 | |
| 289.7394745 | 1 | |
| 289.4055481 | 1 | |
| 288.7715069 | 1 | |
| 288.0334724 | 1 | |
| 287.6288922 | 1 | |
| 287.1758286 | 1 | |
| 287.1300388 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278.0807724 |
| Minimum | 260.5253252 |
|---|---|
| Maximum | 295.8671476 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 260.5253252 |
|---|---|
| 5-th percentile | 266.064329 |
| Q1 | 273.4581179 |
| median | 278.6164003 |
| Q3 | 282.9372537 |
| 95-th percentile | 288.5111608 |
| Maximum | 295.8671476 |
| Range | 35.34182241 |
| Interquartile range (IQR) | 9.479135784 |
Descriptive statistics
| Standard deviation | 6.944103718 |
|---|---|
| Coefficient of variation (CV) | 0.02497153492 |
| Kurtosis | -0.2460663717 |
| Mean | 278.0807724 |
| Median Absolute Deviation (MAD) | 4.879455763 |
| Skewness | -0.09072519657 |
| Sum | 27808.07724 |
| Variance | 48.22057645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 275.788927 | 1 | 1.0% |
| 277.223969 | 1 | 1.0% |
| 272.1974086 | 1 | 1.0% |
| 282.8460814 | 1 | 1.0% |
| 278.482197 | 1 | 1.0% |
| 284.8460563 | 1 | 1.0% |
| 284.2447582 | 1 | 1.0% |
| 270.7963896 | 1 | 1.0% |
| 267.0262462 | 1 | 1.0% |
| 282.1996184 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 260.5253252 | 1 | |
| 262.9801933 | 1 | |
| 264.7623195 | 1 | |
| 265.8580379 | 1 | |
| 265.8907257 | 1 | |
| 266.073466 | 1 | |
| 267.0262462 | 1 | |
| 267.7876547 | 1 | |
| 268.1079092 | 1 | |
| 268.5919728 | 1 |
| Value | Count | Frequency (%) |
| 295.8671476 | 1 | |
| 292.3541308 | 1 | |
| 291.2734413 | 1 | |
| 290.0836978 | 1 | |
| 289.7445096 | 1 | |
| 288.4462477 | 1 | |
| 288.0381595 | 1 | |
| 287.6298038 | 1 | |
| 287.1584276 | 1 | |
| 287.1326955 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 282.5672749 |
| Minimum | 262.2504978 |
|---|---|
| Maximum | 313.9584683 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 262.2504978 |
|---|---|
| 5-th percentile | 272.2492272 |
| Q1 | 277.5598852 |
| median | 281.9395619 |
| Q3 | 286.8856774 |
| 95-th percentile | 292.8065279 |
| Maximum | 313.9584683 |
| Range | 51.70797053 |
| Interquartile range (IQR) | 9.325792209 |
Descriptive statistics
| Standard deviation | 7.373648348 |
|---|---|
| Coefficient of variation (CV) | 0.02609519574 |
| Kurtosis | 2.604648585 |
| Mean | 282.5672749 |
| Median Absolute Deviation (MAD) | 4.798098647 |
| Skewness | 0.6303862174 |
| Sum | 28256.72749 |
| Variance | 54.37068997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 284.9500084 | 1 | 1.0% |
| 285.1390762 | 1 | 1.0% |
| 274.2456332 | 1 | 1.0% |
| 284.8423835 | 1 | 1.0% |
| 292.6486814 | 1 | 1.0% |
| 287.4279874 | 1 | 1.0% |
| 286.2411498 | 1 | 1.0% |
| 281.5695464 | 1 | 1.0% |
| 275.285687 | 1 | 1.0% |
| 285.0385684 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 262.2504978 | 1 | |
| 266.34325 | 1 | |
| 270.878642 | 1 | |
| 271.6175529 | 1 | |
| 272.1090794 | 1 | |
| 272.2566034 | 1 | |
| 272.4819976 | 1 | |
| 273.041012 | 1 | |
| 273.2542785 | 1 | |
| 274.2456332 | 1 |
| Value | Count | Frequency (%) |
| 313.9584683 | 1 | |
| 300.6356841 | 1 | |
| 294.912154 | 1 | |
| 293.7449537 | 1 | |
| 293.275788 | 1 | |
| 292.78183 | 1 | |
| 292.6486814 | 1 | |
| 292.1430641 | 1 | |
| 291.7394745 | 1 | |
| 291.4055481 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 288.6195709 |
| Minimum | 270.6711785 |
|---|---|
| Maximum | 306.2858902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 270.6711785 |
|---|---|
| 5-th percentile | 277.4566631 |
| Q1 | 284.0458687 |
| median | 289.3206041 |
| Q3 | 293.2823621 |
| 95-th percentile | 299.2238897 |
| Maximum | 306.2858902 |
| Range | 35.61471173 |
| Interquartile range (IQR) | 9.236493429 |
Descriptive statistics
| Standard deviation | 6.860821506 |
|---|---|
| Coefficient of variation (CV) | 0.02377115829 |
| Kurtosis | -0.1605139883 |
| Mean | 288.6195709 |
| Median Absolute Deviation (MAD) | 4.440907544 |
| Skewness | -0.1417075916 |
| Sum | 28861.95709 |
| Variance | 47.07087174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 286.0057509 | 1 | 1.0% |
| 287.2263551 | 1 | 1.0% |
| 282.6663139 | 1 | 1.0% |
| 293.2630643 | 1 | 1.0% |
| 291.0391309 | 1 | 1.0% |
| 295.8486681 | 1 | 1.0% |
| 294.6618305 | 1 | 1.0% |
| 281.069171 | 1 | 1.0% |
| 277.5189048 | 1 | 1.0% |
| 293.4592491 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 270.6711785 | 1 | |
| 273.3929343 | 1 | |
| 274.7639308 | 1 | |
| 276.0725305 | 1 | |
| 276.2740718 | 1 | |
| 277.5189048 | 1 | |
| 278.3363764 | 1 | |
| 278.5225127 | 1 | |
| 279.007984 | 1 | |
| 279.2993228 | 1 |
| Value | Count | Frequency (%) |
| 306.2858902 | 1 | |
| 302.1656345 | 1 | |
| 301.6964688 | 1 | |
| 300.1601552 | 1 | |
| 299.8262289 | 1 | |
| 299.1921877 | 1 | |
| 298.4541531 | 1 | |
| 298.0495729 | 1 | |
| 297.5965093 | 1 | |
| 297.5507195 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 291.0494894 |
| Minimum | 271.9494375 |
|---|---|
| Maximum | 307.6500715 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 271.9494375 |
|---|---|
| 5-th percentile | 279.0001161 |
| Q1 | 285.735108 |
| median | 291.1177584 |
| Q3 | 296.5085385 |
| 95-th percentile | 304.7834436 |
| Maximum | 307.6500715 |
| Range | 35.70063392 |
| Interquartile range (IQR) | 10.77343044 |
Descriptive statistics
| Standard deviation | 7.602313771 |
|---|---|
| Coefficient of variation (CV) | 0.02612034739 |
| Kurtosis | -0.2061799269 |
| Mean | 291.0494894 |
| Median Absolute Deviation (MAD) | 5.398685309 |
| Skewness | 0.01989757505 |
| Sum | 29104.94894 |
| Variance | 57.79517468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 288.8371969 | 1 | 1.0% |
| 289.6176658 | 1 | 1.0% |
| 285.7511429 | 1 | 1.0% |
| 293.2731128 | 1 | 1.0% |
| 294.0060416 | 1 | 1.0% |
| 299.2646048 | 1 | 1.0% |
| 294.672419 | 1 | 1.0% |
| 284.3396851 | 1 | 1.0% |
| 282.5430417 | 1 | 1.0% |
| 301.0619803 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 271.9494375 | 1 | |
| 273.412805 | 1 | |
| 276.2875003 | 1 | |
| 277.9721309 | 1 | |
| 278.5380496 | 1 | |
| 279.0244354 | 1 | |
| 279.475695 | 1 | |
| 280.1597085 | 1 | |
| 280.5368768 | 1 | |
| 281.7928069 | 1 |
| Value | Count | Frequency (%) |
| 307.6500715 | 1 | |
| 307.2705861 | 1 | |
| 306.2942084 | 1 | |
| 306.013814 | 1 | |
| 305.8950377 | 1 | |
| 304.7249386 | 1 | |
| 302.5408628 | 1 | |
| 302.4581451 | 1 | |
| 301.7793115 | 1 | |
| 301.7006547 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.5950526 |
| Minimum | 275.2763487 |
|---|---|
| Maximum | 358.2463614 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 275.2763487 |
|---|---|
| 5-th percentile | 285.2750781 |
| Q1 | 291.5786293 |
| median | 297.9068302 |
| Q3 | 304.9694233 |
| 95-th percentile | 323.5698146 |
| Maximum | 358.2463614 |
| Range | 82.97001277 |
| Interquartile range (IQR) | 13.39079404 |
Descriptive statistics
| Standard deviation | 13.40202533 |
|---|---|
| Coefficient of variation (CV) | 0.04458498307 |
| Kurtosis | 3.398920181 |
| Mean | 300.5950526 |
| Median Absolute Deviation (MAD) | 6.634692589 |
| Skewness | 1.455243282 |
| Sum | 30059.50526 |
| Variance | 179.6142829 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 313.6068804 | 1 | 1.0% |
| 313.7959482 | 1 | 1.0% |
| 287.2714841 | 1 | 1.0% |
| 297.8682344 | 1 | 1.0% |
| 321.3055535 | 1 | 1.0% |
| 300.4538383 | 1 | 1.0% |
| 299.2670007 | 1 | 1.0% |
| 310.2264184 | 1 | 1.0% |
| 303.942559 | 1 | 1.0% |
| 298.0644193 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 275.2763487 | 1 | |
| 279.369101 | 1 | |
| 283.904493 | 1 | |
| 284.6434038 | 1 | |
| 285.1349304 | 1 | |
| 285.2824543 | 1 | |
| 285.5078485 | 1 | |
| 286.0668629 | 1 | |
| 286.2801294 | 1 | |
| 287.2714841 | 1 |
| Value | Count | Frequency (%) |
| 358.2463614 | 1 | |
| 344.9235773 | 1 | |
| 333.5138643 | 1 | |
| 325.3611859 | 1 | |
| 323.5847968 | 1 | |
| 323.5690261 | 1 | |
| 321.438702 | 1 | |
| 321.3055535 | 1 | |
| 320.7999362 | 1 | |
| 320.0220239 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 270.2822593 |
| Minimum | 252.1781644 |
|---|---|
| Maximum | 287.7265018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 252.1781644 |
|---|---|
| 5-th percentile | 259.4612687 |
| Q1 | 266.2814803 |
| median | 270.9640921 |
| Q3 | 274.9057043 |
| 95-th percentile | 280.4029123 |
| Maximum | 287.7265018 |
| Range | 35.54833746 |
| Interquartile range (IQR) | 8.624224034 |
Descriptive statistics
| Standard deviation | 6.868284627 |
|---|---|
| Coefficient of variation (CV) | 0.02541152588 |
| Kurtosis | -0.1644897622 |
| Mean | 270.2822593 |
| Median Absolute Deviation (MAD) | 4.394639781 |
| Skewness | -0.1399337999 |
| Sum | 27028.22593 |
| Variance | 47.17333372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 267.6831004 | 1 | 1.0% |
| 269.0117503 | 1 | 1.0% |
| 264.7402207 | 1 | 1.0% |
| 274.8300636 | 1 | 1.0% |
| 272.2897854 | 1 | 1.0% |
| 277.6089383 | 1 | 1.0% |
| 276.1388086 | 1 | 1.0% |
| 262.2603914 | 1 | 1.0% |
| 259.5329567 | 1 | 1.0% |
| 275.2821127 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 252.1781644 | 1 | |
| 255.2002067 | 1 | |
| 256.2172886 | 1 | |
| 257.7522701 | 1 | |
| 258.0991978 | 1 | |
| 259.5329567 | 1 | |
| 259.9010037 | 1 | |
| 260.3630324 | 1 | |
| 260.5643608 | 1 | |
| 260.9966136 | 1 |
| Value | Count | Frequency (%) |
| 287.7265018 | 1 | |
| 284.0781693 | 1 | |
| 283.5963883 | 1 | |
| 281.7356291 | 1 | |
| 281.6219226 | 1 | |
| 280.3387539 | 1 | |
| 280.1339041 | 1 | |
| 279.5385378 | 1 | |
| 279.4366108 | 1 | |
| 279.3129453 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.2217709 |
| Minimum | 251.562261 |
|---|---|
| Maximum | 288.0374331 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 251.562261 |
|---|---|
| 5-th percentile | 255.3650601 |
| Q1 | 262.7842924 |
| median | 267.7315183 |
| Q3 | 273.5640309 |
| 95-th percentile | 279.598027 |
| Maximum | 288.0374331 |
| Range | 36.47517212 |
| Interquartile range (IQR) | 10.77973857 |
Descriptive statistics
| Standard deviation | 7.26651085 |
|---|---|
| Coefficient of variation (CV) | 0.0270914282 |
| Kurtosis | -0.1756651113 |
| Mean | 268.2217709 |
| Median Absolute Deviation (MAD) | 5.632349208 |
| Skewness | 0.06797302029 |
| Sum | 26822.17709 |
| Variance | 52.80217993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 266.1817559 | 1 | 1.0% |
| 267.453818 | 1 | 1.0% |
| 262.0609847 | 1 | 1.0% |
| 275.0676121 | 1 | 1.0% |
| 266.1003943 | 1 | 1.0% |
| 273.7686832 | 1 | 1.0% |
| 276.1263705 | 1 | 1.0% |
| 260.1497215 | 1 | 1.0% |
| 255.1615834 | 1 | 1.0% |
| 267.6983063 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 251.562261 | 1 | |
| 253.2476685 | 1 | |
| 253.2897423 | 1 | |
| 255.0706173 | 1 | |
| 255.1615834 | 1 | |
| 255.3757694 | 1 | |
| 257.3984516 | 1 | |
| 257.9735604 | 1 | |
| 258.8288239 | 1 | |
| 259.7825224 | 1 |
| Value | Count | Frequency (%) |
| 288.0374331 | 1 | |
| 284.0053684 | 1 | |
| 282.6673644 | 1 | |
| 281.6082686 | 1 | |
| 279.9610016 | 1 | |
| 279.5789231 | 1 | |
| 279.2658836 | 1 | |
| 277.9200104 | 1 | |
| 277.5713413 | 1 | |
| 277.0288438 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.8109968 |
| Minimum | 245.543102 |
|---|---|
| Maximum | 284.0817686 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 245.543102 |
|---|---|
| 5-th percentile | 253.7215329 |
| Q1 | 264.7175851 |
| median | 269.1901277 |
| Q3 | 274.6438587 |
| 95-th percentile | 280.1432804 |
| Maximum | 284.0817686 |
| Range | 38.5386666 |
| Interquartile range (IQR) | 9.926273591 |
Descriptive statistics
| Standard deviation | 8.030405516 |
|---|---|
| Coefficient of variation (CV) | 0.02987379836 |
| Kurtosis | 0.1404208199 |
| Mean | 268.8109968 |
| Median Absolute Deviation (MAD) | 5.284767789 |
| Skewness | -0.5436749184 |
| Sum | 26881.09968 |
| Variance | 64.48741274 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 263.0518673 | 1 | 1.0% |
| 263.3461072 | 1 | 1.0% |
| 264.739649 | 1 | 1.0% |
| 274.8304707 | 1 | 1.0% |
| 270.3193231 | 1 | 1.0% |
| 277.6138434 | 1 | 1.0% |
| 276.1382011 | 1 | 1.0% |
| 259.1799775 | 1 | 1.0% |
| 253.724176 | 1 | 1.0% |
| 275.2851321 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 245.543102 | 1 | |
| 247.3004957 | 1 | |
| 252.1793953 | 1 | |
| 253.5585423 | 1 | |
| 253.6713147 | 1 | |
| 253.724176 | 1 | |
| 254.3258791 | 1 | |
| 254.9097865 | 1 | |
| 255.1909301 | 1 | |
| 256.218042 | 1 |
| Value | Count | Frequency (%) |
| 284.0817686 | 1 | |
| 283.59704 | 1 | |
| 281.7367982 | 1 | |
| 281.623691 | 1 | |
| 280.3332723 | 1 | |
| 280.1332808 | 1 | |
| 279.8195295 | 1 | |
| 279.548089 | 1 | |
| 279.4368591 | 1 | |
| 279.3127274 | 1 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | AIC.sr | AIC.gam | AIC.tree | BIC.sr | BIC.gam | BIC.tree | EIC.sr | EIC.gam | EIC.tree | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 275.585070 | 275.788927 | 284.950008 | 286.005751 | 288.837197 | 313.606880 | 267.683100 | 266.181756 | 263.051867 |
| 1 | 2 | 278.585158 | 279.364691 | 280.585158 | 289.005838 | 295.254038 | 293.611008 | 269.298797 | 265.658174 | 269.293823 |
| 2 | 3 | 274.486250 | 274.292065 | 281.799947 | 284.906930 | 289.796173 | 310.456819 | 267.502656 | 263.000984 | 260.822241 |
| 3 | 4 | 275.716443 | 275.722376 | 277.716443 | 286.137124 | 286.153176 | 290.742294 | 267.344768 | 267.161657 | 267.342285 |
| 4 | 5 | 277.646586 | 278.068072 | 279.646586 | 288.067267 | 290.221637 | 292.672437 | 269.766009 | 268.682201 | 269.765862 |
| 5 | 6 | 281.621232 | 281.851985 | 283.621232 | 292.041913 | 295.617241 | 296.647083 | 273.851531 | 270.859279 | 273.850595 |
| 6 | 7 | 281.693925 | 280.519627 | 283.693925 | 292.114606 | 294.333802 | 296.719776 | 273.925202 | 270.215227 | 273.928364 |
| 7 | 8 | 273.487037 | 273.830538 | 275.487037 | 283.907717 | 285.878716 | 288.512888 | 265.677425 | 264.790503 | 265.676750 |
| 8 | 9 | 270.109079 | 270.798104 | 272.109079 | 280.529760 | 284.766641 | 285.134930 | 261.393162 | 259.890653 | 261.390107 |
| 9 | 10 | 279.071772 | 279.583297 | 286.896780 | 289.492453 | 291.845068 | 315.553652 | 271.295411 | 270.363189 | 265.120457 |
Last rows
| df_index | AIC.sr | AIC.gam | AIC.tree | BIC.sr | BIC.gam | BIC.tree | EIC.sr | EIC.gam | EIC.tree | |
|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 91 | 281.776976 | 281.782264 | 300.635684 | 292.197656 | 292.213116 | 344.923577 | 273.358562 | 273.385691 | 266.216837 |
| 91 | 92 | 268.878642 | 269.238283 | 270.878642 | 279.299323 | 281.792807 | 283.904493 | 260.564361 | 258.828824 | 260.564500 |
| 92 | 93 | 274.431782 | 273.584247 | 276.431782 | 284.852463 | 288.823689 | 289.457633 | 267.050120 | 262.857766 | 267.052808 |
| 93 | 94 | 262.972254 | 262.980193 | 281.073293 | 273.392934 | 273.412805 | 325.361186 | 255.200207 | 255.375769 | 247.300496 |
| 94 | 95 | 279.265228 | 279.418876 | 281.265228 | 289.685909 | 292.360585 | 294.291079 | 271.412330 | 269.524249 | 271.411814 |
| 95 | 96 | 277.029982 | 277.574038 | 279.029982 | 287.450663 | 289.928648 | 292.055833 | 269.186302 | 268.274706 | 269.188045 |
| 96 | 97 | 275.127920 | 276.026444 | 277.127920 | 285.548601 | 289.171751 | 290.153771 | 266.706499 | 265.171924 | 266.703359 |
| 97 | 98 | 289.739474 | 289.744510 | 291.739474 | 300.160155 | 300.173606 | 304.765325 | 281.735629 | 281.608269 | 281.736798 |
| 98 | 99 | 280.079177 | 275.948991 | 282.079177 | 290.499858 | 292.741596 | 295.105028 | 272.954764 | 263.614564 | 272.957425 |
| 99 | 100 | 275.222793 | 275.636894 | 277.222793 | 285.643474 | 288.972761 | 290.248644 | 267.495742 | 266.359048 | 267.495938 |